GeoState contains three key components: a scene tokenizer, a geometry decoder and an autoregressive world model; the scene tokenizer aggregates multi-view GFM features into a viewpoint-decoupled scene state; the geometry decoder queries the scene state with camera rays to render observations from a specific viewpoint; the autoregressive world model performs prediction in the decoupled scene state space and models camera motion independently.